Interestingly, unlike certain Wolbachia transinfections in novel hosts, the Wolbachia–host association in the present study showed no clear evidence of host immune priming by Wolbachia,
Trang 1How do hosts react to endosymbionts? A new insight into the molecular mechanisms underlying the
Wolbachia–host association
Y.-K Zhang, X.-L Ding, X Rong and X.-Y Hong
Department of Entomology, Nanjing Agricultural
University, Nanjing, China
Abstract
Wolbachia is an intracellular bacterium that has
aroused intense interest because of its ability to alter
the biology of its host in diverse ways In the
two-spotted spider mite, Tetranychus urticae, Wolbachia
can induce complex cytoplasmic incompatibility (CI)
phenotypes and fitness changes, although little is
known about the mechanisms In the present study,
we selected a strain of T urticae, in which Wolbachia
infection was associated with strong CI and enhanced
female fecundity, to investigate changes in the
transcriptome of T urticae in Wolbachia-infected vs.
uninfected lines The responses were found to be
sex-specific, with the transcription of 251 genes being
affected in females and 171 genes being affected in
males Some of the more profoundly affected genes in
both sexes were lipocalin genes and genes involved
in oxidation reduction, digestion and detoxification.
Several of the differentially expressed genes have
potential roles in reproduction Interestingly, unlike
certain Wolbachia transinfections in novel hosts, the
Wolbachia–host association in the present study
showed no clear evidence of host immune priming by
Wolbachia, although a few potential immune genes
were affected.
Keywords: two-spotted spider mite, Wolbachia,
transcriptome sequencing, gene expression.
Introduction
Bacterial intracellular symbiosis is widespread in inver-tebrates Many intracellular bacteria are known to influ-ence host biological processes, including developmental
programmes, reproduction and immunity (Duron et al., 2008; Vallet-Gely et al., 2008; Tsuchida et al., 2010; Ivanov & Littman, 2011) The bacterium Wolbachia is
perhaps the most abundant vertically transmitted microbe worldwide, infecting an estimated 40% of terrestrial arthropods (Zug & Hammerstein, 2012) Interestingly,
Wolbachia can induce a range of reproductive
manipula-tions in arthropods that facilitate vertical transmission
(Werren et al., 2008) In addition to their effects on host reproduction, Wolbachia have mutualistic relationships with nematodes (Taylor et al., 2013) and increase the
resistance of mosquitoes and flies to various pathogens, such as dengue fever virus, Chikungunya virus and yellow
fever virus (Hedges et al., 2008; van den Hurk et al.,
2012).
Many studies have examined the phenotypic effects of
Wolbachia infection on host physiology and immunity.
Recent studies have begun to clarify the molecular
mechanisms underlying these effects In Drosophila melanogaster, the finding that most of the genes in larval
testes putatively associated with reproduction (especially
spermatogenesis) were downregulated by Wolbachia
may help elucidate the underlying mechanisms of
Wolbachia-induced cytoplasmic incompatibility (CI)
(Zheng et al., 2011) In the wasp Asobara tabida, Wolbachia is required for oogenesis (Dedeine et al.,
2005), possibly because of its interference with the
expression of ferritin (Kremer et al., 2009, 2012) In the fruit flies D melanogaster and Drosophila simulans, Wolbachia confers resistance against RNA viral infection (Hedges et al., 2008; Teixeira et al., 2008; Osborne et al., 2009) In the mosquito Aedes aegypti, Wolbachia confers
resistance against various pathogens notably by priming
the innate immune system (Moreira et al., 2009; Bian
et al., 2010) and affects the expression of microRNAs
First published online 15 September 2014
Correspondence: Prof X.-Y Hong, Department of Entomology, Nanjing
Agricultural University, Nanjing, Jiangsu 210095, China Tel & fax: 0086 25
84395339; e-mail: xyhong@njau.edu.cn
Biology
Insect Molecular Biology (2015) 24(1), 1–12 doi: 10.1111/imb.12128
Trang 2(Hussain et al., 2011; Zhang et al., 2013) Taken together,
these findings clearly indicate that Wolbachia can
influ-ence host gene transcription in ways that increase its
own survival Because the effects of Wolbachia on host
biology are strain- and host-specific (Serbus et al., 2008),
studies of additional invertebrate systems are needed to
unravel the conserved and diverged mechanisms in
host–Wolbachia interactions.
The spider mite Tetranychus urticae is a cosmopolitan
agricultural pest with an extensive host plant range and
strong pesticide resistance (Bolland et al., 1998) Its
genome, at 90 megabases, is the smallest sequenced
arthropod genome (Grbic´ et al., 2011) It is also the
first complete genome among the Chelicerates, which
diverged from other arthropod lineages more than 450
Mya (Dunlop, 2010) Wolbachia is widely distributed in
T urticae, in which it can induce anything from no CI to
complete CI (Breeuwer, 1997; Perrot-Minnot et al., 2002;
Vala et al., 2002; Gotoh et al., 2007) Wolbachia can also
affect the fitness of T urticae For example, in mites
col-lected from cucumber plants, the offspring of
Wolbachia-infected females had higher survival rates (Vala et al.,
2003), and in some Chinese populations, Wolbachia
infection increased female fecundity (Xie et al., 2011;
Zhao et al., 2013) Although gene expressions in
T urticae are affected by host plant transfer and
diapause (Dermauw et al., 2012; Bryon et al., 2013), little
is known about how they are affected by Wolbachia
infection.
In the present study, we explored the effects of
Wolbachia on the T urticae transcriptome by comparing
gene expression profiles in infected and uninfected adult
mites of a strain whose CI and fecundity are strongly
affected by Wolbachia (Zhao et al., 2013) Wolbachia was
found to affect the expressions of many genes, including
genes involving oxidation reduction, digestion
detoxifica-tion and reproducdetoxifica-tion These results provide new insights
for an understanding of the complex interactions between
arthropods and Wolbachia.
Results
Sequence data processing
We sequenced four transcriptome libraries (Turt_FI, Turt_FU, Turt_MI and Turt_MU), each with between 55 and 66 million reads About 79% of the reads in each group were uniquely mapped to the reference genome (Table 1) A total of 18 813 genes, including 18 204 known
T urticae genes and 519 novel genes, were detected in
the four libraries To better evaluate the transcriptional status between libraries, the gene expression levels were divided into five grades according to their reads per kilobase of exon model per million mapped reads (RPKM) values Results indicated that most genes were expressed
at low levels in all libraries, samples from the same sex had a similar gene expression pattern at each RPKM interval (Fig 1).
Transcriptional responses to Wolbachia infection
A global view of gene expressions in the four libraries is presented in the hierarchical clustering heat map in Fig 2A As shown, gene expressions are sex-specific Comparison of Turt_MI and Turt_MU and comparison of Turt_FI and Turt_FU show that each library has unique transcriptional changes, suggesting that the expressions
of many genes are affected by Wolbachia infection, although we cannot exclude non-Wolbachia related
genetic differences between lines that may have accu-mulated during the antibiotic curing and selection process, or antibiotic-mediated changes in gut bacterial composition.
In females, 148 genes were observed to be upregulated
and 103 downregulated in the Wolbachia-infected line compared with the Wolbachia-uninfected line, while in
males, 96 genes were upregulated and 75 downregulated
in the Wolbachia-infected line In addition, 82 genes were
differentially expressed in both females and males com-pared with uninfected ones (Fig 2B, Table S2A, S2B).
Table 1 Summary of sequencing results of Tetranychus urticae transcriptome
Turt_FI, infected females; Turt_FU, uninfected females; Turt_MI, infected males; Turt_MU, uninfected males
Trang 3Figure 1 Distribution of Tetranychus urticae unigenes The y-axis represents gene number; the x-axis represents reads per kilobase of exon model per
million mapped reads (RPKM) range of genes Turt_FI, infected females; Turt_FU, uninfected females; Turt_MI, infected males; Turt_MU, uninfected males
Figure 2 Tetranychus urticae transcriptional responses to Wolbachia infection A Hierarchical clustering heat map of the gene abundance in the four
samples Colours from blue to red represent the gene expression abundance from poor to rich B Venn diagram showing significant gene expression
change in response to Wolbachia infection in T urticae females and males Turt_FI, infected females; Turt_FU, uninfected females; Turt_MI, infected
males; Turt_MU, uninfected males
Trang 4In females, the strongest changes in the
Wolbachia-infected line were in the biological process gene ontology
(GO) categories of the oxidation-reduction process, the
chlorophyll metabolic process, virus–host interaction,
interaction with the host and pigment metabolic process
(Fig 3A) and in the following molecular function GO
cat-egories: carboxylic ester hydrolase activity; 4 iron cluster
binding; 4 sulphur cluster binding; and oxidoreductase
activity In males, the strongest changes were in the
fol-lowing GO categories of the oxidation-reduction
pro-cess: 4 iron cluster binding; 4 sulfur cluster binding; and
oxidoreductase activity (Fig 3B) Interestingly, no GO
categories related to host immune priming were found to
be affected in the Wolbachia-infected line in adults of
either sex, although a few potential immune genes were
affected Other GO categories of differentially expressed
genes in females and males are listed in Table S3A and
S3B, respectively.
Kyoto Encyclopaedia of Genes and Genomes
pathway analysis
In females, genes that were differentially expressed in
the Wolbachia-infected line were involved in 44 Kyoto
Encyclopaedia of Genes and Genomes (KEGG)
path-ways, mainly involving lysosome process, phenylalanine
metabolism and valine, leucine and isoleucine degradation
(Table S4A) In males the differentially expressed genes
were involved in 45 KEGG pathways, mainly involving
fatty acid metabolism, β-alanine metabolism, propanoate
metabolism and lysosome process (Table S4B).
Differentially expressed genes of interest
Tetranychus urticae and other spider mites are known to
express several genes for detoxifying enzymes, including
cytochrome P450 monooxygenases (CYPs),
glutathione-S-transferases and ABC transporters Wolbachia affected
the expression of seven CYPs in females and five
CYPs in males (Table 2) Most were downregulated Two
glutathione-S-transferase genes were downregulated and
five ABC transporter genes were upregulated.
Lipocalins, which are small proteins capable of binding
to hydrophobic molecules, were mostly downregulated
(eight of ten in females, five of six in males; Table 2) All
the differentially expressed ribosomal proteins were
downregulated in females The expression of many genes
of unknown function changed dramatically in females
(Table S2A) and in males (Table S2B) The products of
many of these genes are predicted to be secreted or
conserved hypothetical proteins Among genes potentially
associated with oogenesis or embryogenesis, the gene
for LKAP32 limkain-b1 (tetur11g00940), which interferes
with meiosis, and two genes encoding vitellogenin
(tetur20g01230, tetur39g00740), were upregulated Two
genes, tetur13g00510 and tetur03g01690, which are
involved in chromatin assembly, were upregulated and downregulated, respectively Remarkably, seven genes encoding cuticular protein were all upregulated (Table 2), possibly reflecting disruption of embryogenesis.
The expressions of 64 putative immunity-related genes involved in the Toll, Imd/Jnk and JAK-STAT pathways
were not significantly affected in the Wolbachia-infected
line The GO enrichment analysis confirmed these results.
Three cystatin genes (tetur06g06620, tetur09g03670 and tetur09g04770) were differentially expressed in females.
The former was downregulated whereas the latter two
were upregulated Another cystatin gene (tetur06g01060)
was downregulated in males Two of the genes in the
autophagy pathway (tetur07g07470 and tetur24700010)
encode ATG4 autophagy related 4 homologue A The former was upregulated in box sexes and the latter was downregulated (Table 2).
Quantitative real-time PCR validation
Eighteen differentially expressed genes (ten in females, eight in males) were randomly selected to validate the expression profiles obtained with the RNA-Seq analysis All of them yielded PCR products, whose sequences matched the RNA-Seq generated sequences perfectly The changes in expression of all but two of the genes
(tetur11g00940 and tetur04g02680) were in good
agree-ment with the RNA-Seq results Among these genes in
females, tetur13g00510 showed the largest upregula-tion and tetur97g00020 manifested the largest
down-regulation, and tetur26g01450 showed the largest downregulation in males, which was consistent with the RNA-seq results (Fig 4) These results demonstrate the reliability of the RNA-Seq results.
Discussion
Wolbachia widely infects arthropods and can have
important consequences for the fitness of their hosts.
Wolbachia can interact with their invertebrate hosts at both the molecular and cellular levels (Xi et al., 2008; Kremer et al., 2009, 2012; Yamada et al., 2011) These
findings, together with the sequencing of genomes of
Wolbachia strains that induce various phenotypic effects (Wu et al., 2004; Klasson et al., 2008; Salzberg et al., 2009; Darby et al., 2012) have greatly clarified the evolv-ing relationship between Wolbachia and their hosts Although Wolbachia has various phenotypic effects on
T urticae, the mechanisms are not well understood In the present study, we selected a strain of T urticae in which Wolbachia induces strong CI and increases female fecun-dity (Zhao et al., 2013) to investigate its responses to Wolbachia infection Wolbachia increases the fecundity of
Trang 5Figure
Trang 6D mauritiana and the mitotic activity of germline stem
cells, as well as decreases programmed cell death in the
germarium (Fast et al., 2011) The strength of CI induced
by Wolbachia infection dramatically decreased with both
male age (Reynolds & Hoffmann, 2002) and larval stage
development (Yamada et al., 2007) As a result, we
hypothesized that Wolbachia would strongly affect
female fecundity and early spermatogenesis in T urticae.
In the present study, newly emerged adult females
and 1-day-old adult virgin males were collected for transcriptome analysis to test this hypothesis.
Most of the transcriptome reads that we obtained could
be mapped to the reference genome The transcripts cor-responded to both known genes and some novel genes Our findings suggest that the northeast China strain used
in the present study genetically differs from the Canadian
strain used for the genome project (Grbic´ et al., 2011),
which is not surprising because mite strains are known
Table 2 Candidate genes differentially expressed in response to Wolbachia infection in Tetranychus urticae
log2(FC) P value log2(FC) P value
Digestion or Detoxification tetur03g00830 Cytochrome P450-CYP392A12 −1.06 9.03E-10 −1.71 1.33E-35
tetur26g01450 Glutathione S-transferase class delta −6.68 1.93E-08 −7.63 1.13E-28 tetur26g01460 Glutathione S-transferase class delta −5.9 9.12E-09 −5.9 1.74E-08
tetur31g00710 Apolipoprotein D probably a pseudogene −2.34 6.18E-10 −2.83 1.64E-33
tetur247g00010 ATG 4 autophagy related 4 homolog A −2.27 4.09E-37 −2.34 6.24E-05
Genes are ranked by biological process and/or molecular function Gene IDs and descriptions were compiled from the T urticae genome project FC, fold
change
Trang 7to be genetically diverse (Grbic´ et al., 2011) In addition,
novel transcripts can be detected with increasing
sequencing depth and coverage (Sims et al., 2014).
The main objective of the present study was to
detect differentially expressed processes in response to
Wolbachia infection The high depth sequencing made it
possible to analyse the libraries at the gene level The
expression patterns of males and females differed in the
Wolbachia-infected vs the uninfected lines, suggesting
that there are specific differences between the sexes The
number of genes regulated by Wolbachia infection is
prob-ably related to the cellular tropism and virulence of the
strain of Wolbachia as well as its density in the host (Walker et al., 2011; Rancès et al., 2012).
A notable finding of the GO analysis was the enrichment
of gene sets related to oxidoreductase activity in both sexes Oxidoreductase is involved in energy metabolism and redox homeostasis One consequence of disrupted redox homeostasis is DNA damage, which includes single- and double-stranded breaks, base and
deoxyri-bose modifications, and DNA cross-linking (Valko et al., 2006; Brennan et al., 2012) Wolbachia has been shown
to disturb the cellular physiology of its insect host
espe-cially via the generation of oxidative stress (Brennan et al.,
Figure 4 Validation of RNA-sequencing data by real-time quantitative-PCR analysis in females (A) and males (B) Fold differences in the expression of
selected genes in response to Wolbachia infection The fold differences were calculated using the 2−ΔΔCtmethod Data are presented as mean±SD
values of triplicate reactions for each gene transcript
Trang 82008; Pan et al., 2012) Similarly, Wolbachia induces an
increase in antioxidant expression in mosquito cells,
which could be an adaptation to symbiosis Moreover, in
A tabida, Wolbachia interferes with iron metabolism,
which limits oxidative stress and cell death, thus
promot-ing its survival within host cells (Kremer et al., 2010) Our
finding that multiple genes are involved in oxidation
reduc-tion raises the possibility that Wolbachia regulates redox
reactions to reduce reactive oxygen species levels and
thus maintain the Wolbachia–host symbiotic relationship;
however, in T urticae, oxidoreductase activity was found
to be associated with host plant transfer and diapause
within T urticae (Grbic´ et al., 2011; Bryon et al., 2013),
which raises the possibility that spider mites respond to
stress by regulating oxidoreductase activity.
T urticae is among the most polyphagous herbivores
and harbours a large number of detoxification genes In
the present study, a set of these specialized genes was
profoundly affected by Wolbachia infection, suggesting
that Wolbachia affects spider mite feeding and
detoxi-fication Many lipocalins genes were downregulated in
response to Wolbachia infection Lipocalins are small
extracellular proteins that typically bind hydrophobic
molecules (Chudzinski-Tavassi et al., 2010) In spider
mites, they may bind pesticides/allelochemicals, resulting
in sequestration of these toxic, generally hydrophobic
compounds The fact that Wolbachia is widely distributed
in natural populations of T urticae (Breeuwer, 1997;
Perrot-Minnot et al., 2002; Vala et al., 2002; Gotoh et al.,
2007) raises the possibility that it has a role in T urticae
resistance to diverse plant chemicals and pesticides.
Further studies are needed to check this possibility Many
of the genes that were differentially transcribed in the
Wolbachia-infected vs the uninfected lines encode
teins that are secreted Although the roles of these
pro-teins are unclear, the finding that Wolbachia are mainly
located in the gnathosoma in both sexes (Zhao et al.,
2013) may indicate that the affected genes are involved in
the digestion and detoxification of food Among the genes
affected by Wolbachia, many have no known function For
example, 71 of these genes were unique to female
T urticae and 63 were unique to male T urticae.
Although Wolbachia induces strong CI and enhances
female fecundity in T urticae, we didn’t identify any
affected genes that were related to oogenesis or
sper-matogenesis; however, some of the genes may be related
to female reproduction For instance, two genes encoding
vitellogenin, were upregulated in infected females.
Vitellogenins are important for growth and differentiation
of oocytes and transporting metallic ions, lipids and
vita-mins into the oocytes (Raikhel & Dhadialla, 1981); hence,
these genes might have a role in enhancing female
fecun-dity Three other genes may have roles in meiosis, as two
of them are involved in chromatin assembly, and one is
involved in meiosis arrest Another set of upregulated
genes encoded cuticle proteins In the nematode Brugia malayi, removal of Wolbachia downregulated transcripts
involved in cuticle biosynthesis, possibly reflecting a dis-ruption of the normal embryogenic programme (Ghedin
et al., 2009).
Several genes that may participate in CI have been
identified in D melanogaster (Xi et al., 2008; Zheng et al., 2011) and D simulans (Clark et al., 2006; Landmann
et al., 2009) In D melanogaster, male development time
was found to be inversely correlated with the strength of
CI (Yamada et al., 2007) In the present study, a gene (tetur10g04620) that encodes juvenile hormone-binding
protein was found to be downregulated in infected males The presumably higher expression of this protein in uninfected males would allow the testes to develop com-pletely and produce fully mature sperm that would not be
able to induce CI In support of this idea, Zheng et al (2011) found that, in D melanogaster, Wolbachia infection
resulted in a ∼10-fold increase in the transcription of the gene for juvenile hormone-induced protein (JhI-26) in the testes of late-stage larvae.
The host’s immune system is pivotal to maintaining a balanced relationship with an endosymbiont There is growing evidence that the presence of a symbiont can dramatically affect host immunity (reviewed by Gross
et al., 2009); however, we found that the expression levels
of almost all of the putative immunity-related genes were
stable during Wolbachia infection The expression of only
a few genes involved in humoral immunity and the
autophagy pathway was altered in the Wolbachia-infected
vs the uninfected lines, which is strikingly different from
what was found in other host–Wolbachia associations (Chevalier et al., 2012; Kremer et al., 2012; Rancès et al., 2012) Although the T urticae genome has genes that are
involved in the Toll and Imd pathways, it lacks other com-ponents that are essential for effective immune signalling The genome also lacks extracellular serine proteases, putative phenoloxidase and most of the antimicrobial
peptide effector gene orthologues (Grbic´ et al., 2011) The repertoire of immunity genes found in T urticae is
consist-ent with a pattern emerging from comparative studies in invertebrate immunity, suggesting that invertebrates use diverse solutions to build an immune response, probably
driven by specific life histories (Loker et al., 2004) It is also possible that Wolbachia adopts a strategy for
escap-ing from the host immune system in the evolutionary
rela-tionship with T urticae Wolbachia, being intracellular, are
surrounded by cell membranes that may protect them from the host immune system To date, immune priming by
Wolbachia has mainly been observed in experiments
on heterologous host systems The immune gene upregulation has been observed in novel
laboratory-generated transinfections of naturally Wolbachia-free
Trang 9species, not in long-established natural associations such
as the one studied here Identifying differences in host
immune response induction among different Wolbachia
strains will help to clarify the interactions between
Wolbachia and their hosts (Bourtzis et al., 2000; Chevalier
et al., 2012; Kremer et al., 2012; Rancès et al., 2012).
In summary, Wolbachia infection affects numerous
biological processes in T urticae, including oxidation
reduction processes, digestion and detoxification, and
processes involving lipocalins Unexpectedly, we found no
evidence for strong effects of Wolbachia infection on
spider mite reproduction and immunity As a study of
the molecular mechanisms underlying the Chelicerata–
Wolbachia association, this work provided new insights for
understanding the complex interactions between
arthro-pods and Wolbachia.
Experimental procedures
Mite rearing and sample collection
Mites used in the present study were originally collected from
Hohhot, Inner Mongolia, northeast China in July 2010 and reared
on leaves of the common bean (Phaseolus vulgaris L.) placed on
a water-saturated sponge mat in Petri dishes at 25± 1°C, 60%
relative humidity and under 16 h light: 8 h dark conditions To
establish 100% infected and 100% uninfected Wolbachia lines
with identical genetic backgrounds, one female from the
teleiochrysalis stage was allowed to lay eggs without being
crossed with males The eggs were reared until adulthood
(males) After the males had reached sexual maturity, they were
backcrossed with the mother After the cross, the female adults
were transferred to new leaf discs and were allowed to lay eggs
for 3–5 days Females were each checked for Wolbachia
infec-tion by PCR amplificainfec-tion The eggs were reared separately on
new leaf discs depending on the infection status of the mother
The above process was continued for four generations until all
members of the population were confirmed to be infected with
Wolbachia (a 100% singly Wolbachia-infected population was
obtained) The uninfected lines were established by treating lines
singly infected with Wolbachia with tetracycline Small leaf discs
(∼3 cm2) from the common bean were placed on a cotton bed
soaked in tetracycline solution (0.1%, w/v) in Petri dishes (9 cm in
diameter), and kept for 24 h before they were used for rearing the
newly hatched larvae Distilled water was added daily to keep the
cotton beds wet The cotton and the leaf discs were replaced
every 4 days Three generations later, mites were checked using
PCR to confirm that the lines were free of Wolbachia These lines
were maintained in a mass-rearing environment without
antibiot-ics for approximately four generations (2 months) before use, to
avoid the potential side effects of antibiotic treatment Through
PCR assays, neither line was found to be infected with Cardinium
(Primers: CLO-f1: 5
′-GGAACCTTACCTGGGCTAGAATGTATT-3′, CLO-r1: 5′-GCCACTGTCTTCAAGCTCTACCAAC-3′) or
Rickettsia (Primers: R1: 5′-GCTCTTGCAACTTCTATGTT-3′, R2:
5′-CATTGTTCGTCAGGTTGGCG-3′) (Duron et al., 2008), which
can manipulate host reproduction Within the two lines,
1–3-day-old adult females (Turt_FI and Turt_FU, ‘I’ indicates infection and
‘U’ indicates uninfection) and 1-day-old adult virgin males
(Turt_MI and Turt_MU) were respectively collected The samples were stored in liquid nitrogen until required for RNA isolation
Library construction and RNA sequencing
Total RNA was extracted using the Trizol protocol (Invitrogen, Carlsbad, CA, USA) and RNA quality was determined by an Agilent 2100 Bioanalyzer (Agilent Technologies, Palo Alto, CA, USA) according to the manufacturer’s recommendations Poly (A) mRNA was isolated with oligo-dT beads and then treated with the fragmentation buffer The cleaved RNA fragments were then tran-scribed into first-strand cDNA using reverse transcriptase and random hexamer primers This was followed by second-strand cDNA synthesis using DNA polymerase I and RNaseH The double-stranded cDNA was further subjected to end repair using T4 DNA polymerase, Klenow fragment DNA polymerase I, and T4 polynucleotide kinase, followed by a single A base addition using Klenow 3′ to 5′ exo-polymerase It was then ligated with an adapter or index adapter using T4 quick DNA ligase Adaptor-ligated fragments were selected according to the size and the desired range of cDNA fragments was excised from the gel PCR was performed to selectively enrich and amplify the fragments Finally, after validating the fragment quality on an Agilent 2100 Bioanalyzer (Agilent Technologies) and ABI Step One plus Real-Time PCR System (Applied Biosystems, Foster City, CA, USA), the cDNA library was sequenced on a flow cell using Illumina HiSeq2000 (San Diego, CA, USA)
Sequencing data quality control
After Illumina sequencing, a sequence-filtering process was used
to select clean reads First, Illumina’s Failed-Chastity filter soft-ware was used to remove raw reads that fell into the relation
‘failed-chastity≤1’, with a chastity threshold of 0.6 on the first 25 cycles Second, all raw reads showing signs of adaptor contami-nation or ambiguous trace peaks (denoted with an ‘N’ in the sequence trace) were removed Finally, raw reads showing
>10% of bases with a Phredscaled probability (Q) <20 were discarded All the downstream analyses were based on the clean data with high quality
Reads mapping to the reference genome
Reference genome and gene model annotation files were
down-loaded from the T urticae genome website (http://bioinformatics
.psb.ugent.be/webtools/bogas/overview/Tetur) directly An index
of the reference genome was built using BOWTIE v2.0.6 (Langmead & Salzberg, 2012) and paired-end clean reads were aligned to the reference genome using TOPHATv2 0 7 (Trapnell
et al., 2009) We selected TOPHATas the mapping tool because it can generate a database of splice junctions based on the gene model annotation file, which other non-splice mapping tools cannot do
Quantification of gene expression level
HTSEQv0.5.3 (Anders & Huber, 2011) was used to count the reads mapped to each gene In this study we used ‘reads per kilobase of exon model per million mapped reads’ (RPKM), which considers the effect of sequencing depth and gene length for the reads count at the same time, and is currently the most commonly used method for estimating gene expression levels (Mortazavi
Trang 10et al., 2008) For each gene, the RPKM value was calculated
based on the length of the gene and the number of reads mapped
to the gene
Differential expression analysis
For each sequenced library, the read counts were adjusted by the
EDGER program package (Robinson et al., 2010) through one
scaling normalized factor Differential expression analysis of two
samples (Turt_FI and Turt_FU, Turt_MI and Turt_MU) was then
analysed using the DEGSeq R package 1.12.0 (Anders & Huber,
2012) The P values were adjusted using the Benjamini &
Hochberg (1995) method A corrected P value of 0.005 and a log2
(fold change) of 1 were set as the threshold for significant
differ-ential expression
Gene ontology and Kyoto Encyclopedia of Genes and
Genomes enrichment analysis of differentially expressed genes
Gene ontology enrichment analysis of differentially expressed
genes was implemented by the GOseq R package (Young et al.,
2010), in which gene length bias was corrected GO terms with a
corrected P value less than 0.05 were considered significantly
enriched KEGG (Kanehisa et al., 2008) (http://www.genome.jp/
kegg/) is a database resource for understanding high-level
func-tions and utilities of a biological system, such as a cell, an
organism or an ecosystem, from molecular-level information,
especially large-scale molecular datasets generated by genome
sequencing and other high-throughput experimental
technol-ogies We usedKOBASsoftware (Mao et al., 2005) to test the
statistical enrichment of differentially expressed genes in KEGG
pathways
Quantitative real-time PCR
To confirm the results of RNA-Seq analysis, the expression levels
of randomly selected genes were measured by quantitative
real-time (qRT)-PCR The primer sequences are summarized in
Table S1 The qRT reaction was performed using 5μg of total
RNA for each sample and a random 9-mer primer mix, used
according to the manufacturer’s instructions (Surcel Biotech,
China) The qRT-PCR reactions were performed on the Applied
Bio-systems 7300 Real-Time PCR System with the SYBR Premix
Ex Taq (Takara Bio, Kyoto, Japan) in eight connected tubes
(Takara) Each sample was analysed in triplicate in a 20-μl total
reaction volume, containing 5 pmol of each primer, 12.5μl SYBR
Green and 2μl diluted cDNA The relative expression levels were
calculated using the 2-ΔΔCtmethod (Livak & Schmittgen, 2001)
Data accessibility
The transcriptome data used in the present study are available in
the ArrayExpress database (http://www.ebi.ac.uk/arrayexpress)
under accession number E-MTAB-2491
Acknowledgements
We thank Ya-Ting Chen, Jia-Fei Ju and Peng-Yu Jin of the
Department of Entomology, Nanjing Agricultural
Univer-sity, for their help with the experiment This study was
supported in part by a grant-in-aid from the Science and Technology Programme of the National Public Welfare Professional Fund (201103020) from the Ministry of Agri-culture of China, and a grant-in-aid for Scientific Research (31172131 and 30871635) from the National Natural Science Foundation of China, and a grant-in-aid for Inno-vation Project (CXZZ13_0303) from Jiangsu Province, China.
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